Overview
Dataset statistics
| Number of variables | 14 |
|---|---|
| Number of observations | 738648 |
| Missing cells | 66995 |
| Missing cells (%) | 0.6% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 254.8 MiB |
| Average record size in memory | 361.7 B |
Variable types
| Text | 4 |
|---|---|
| DateTime | 1 |
| Numeric | 9 |
active is highly overall correlated with recovered | High correlation |
active_cases is highly overall correlated with confirmed and 1 other fields | High correlation |
case_fatality_ratio is highly overall correlated with tasa_letalidad | High correlation |
confirmed is highly overall correlated with active_cases and 1 other fields | High correlation |
deaths is highly overall correlated with active_cases and 1 other fields | High correlation |
recovered is highly overall correlated with active | High correlation |
tasa_letalidad is highly overall correlated with case_fatality_ratio | High correlation |
province_state has 32936 (4.5%) missing values | Missing |
incident_rate has 16606 (2.2%) missing values | Missing |
case_fatality_ratio has 7981 (1.1%) missing values | Missing |
tasa_letalidad has 9271 (1.3%) missing values | Missing |
recovered is highly skewed (γ1 = 21.19230841) | Skewed |
active is highly skewed (γ1 = 53.82411329) | Skewed |
case_fatality_ratio is highly skewed (γ1 = 73.88402917) | Skewed |
tasa_letalidad is highly skewed (γ1 = 72.5558529) | Skewed |
confirmed has 9271 (1.3%) zeros | Zeros |
deaths has 39184 (5.3%) zeros | Zeros |
recovered has 679640 (92.0%) zeros | Zeros |
active has 672394 (91.0%) zeros | Zeros |
case_fatality_ratio has 32803 (4.4%) zeros | Zeros |
active_cases has 10549 (1.4%) zeros | Zeros |
tasa_letalidad has 31325 (4.2%) zeros | Zeros |
daily_new has 8460 (1.1%) zeros | Zeros |
Reproduction
| Analysis started | 2025-11-30 04:29:26.846546 |
|---|---|
| Analysis finished | 2025-11-30 04:30:16.316875 |
| Duration | 49.47 seconds |
| Software version | ydata-profiling vv4.18.0 |
| Download configuration | config.json |
Variables
province_state
Text
Missing
| Distinct | 598 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 32936 |
| Missing (%) | 4.5% |
| Memory size | 39.7 MiB |
Length
| Max length | 44 |
|---|---|
| Median length | 32 |
| Mean length | 8.5296325 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Australian Capital Territory |
|---|---|
| 2nd row | New South Wales |
| 3rd row | Northern Territory |
| 4th row | Queensland |
| 5th row | South Australia |
| Value | Count | Frequency (%) |
| texas | 46920 | 5.5% |
| virginia | 34960 | 4.1% |
| georgia | 29624 | 3.5% |
| north | 28704 | 3.4% |
| carolina | 27232 | 3.2% |
| new | 24656 | 2.9% |
| kentucky | 22264 | 2.6% |
| dakota | 22264 | 2.6% |
| missouri | 21528 | 2.5% |
| south | 21344 | 2.5% |
| Other values (662) | 576202 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 803330 | |
| i | 599038 | 10.0% |
| n | 483624 | 8.0% |
| o | 471848 | 7.8% |
| s | 455216 | 7.6% |
| e | 362322 | 6.0% |
| r | 320784 | 5.3% |
| t | 216936 | 3.6% |
| l | 207782 | 3.5% |
| 149986 | 2.5% | |
| Other values (50) | 1948598 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 6019464 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 803330 | |
| i | 599038 | 10.0% |
| n | 483624 | 8.0% |
| o | 471848 | 7.8% |
| s | 455216 | 7.6% |
| e | 362322 | 6.0% |
| r | 320784 | 5.3% |
| t | 216936 | 3.6% |
| l | 207782 | 3.5% |
| 149986 | 2.5% | |
| Other values (50) | 1948598 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 6019464 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 803330 | |
| i | 599038 | 10.0% |
| n | 483624 | 8.0% |
| o | 471848 | 7.8% |
| s | 455216 | 7.6% |
| e | 362322 | 6.0% |
| r | 320784 | 5.3% |
| t | 216936 | 3.6% |
| l | 207782 | 3.5% |
| 149986 | 2.5% | |
| Other values (50) | 1948598 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 6019464 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 803330 | |
| i | 599038 | 10.0% |
| n | 483624 | 8.0% |
| o | 471848 | 7.8% |
| s | 455216 | 7.6% |
| e | 362322 | 6.0% |
| r | 320784 | 5.3% |
| t | 216936 | 3.6% |
| l | 207782 | 3.5% |
| 149986 | 2.5% | |
| Other values (50) | 1948598 |
country_region
Text
| Distinct | 201 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 42.9 MiB |
Length
| Max length | 32 |
|---|---|
| Median length | 13 |
| Mean length | 11.894727 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Afghanistan |
|---|---|
| 2nd row | Albania |
| 3rd row | Algeria |
| 4th row | Andorra |
| 5th row | Angola |
| Value | Count | Frequency (%) |
| united | 606720 | |
| states | 603040 | |
| russia | 15272 | 1.1% |
| japan | 9016 | 0.7% |
| india | 6808 | 0.5% |
| china | 6256 | 0.5% |
| colombia | 6256 | 0.5% |
| mexico | 6072 | 0.4% |
| ukraine | 5152 | 0.4% |
| brazil | 4968 | 0.4% |
| Other values (225) | 85928 | 6.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 1833040 | |
| e | 1269744 | |
| a | 751160 | |
| i | 700744 | 8.0% |
| n | 680872 | 7.7% |
| s | 651984 | 7.4% |
| d | 635608 | 7.2% |
| 616840 | 7.0% | |
| S | 615920 | 7.0% |
| U | 612424 | 7.0% |
| Other values (50) | 417680 | 4.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 8786016 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| t | 1833040 | |
| e | 1269744 | |
| a | 751160 | |
| i | 700744 | 8.0% |
| n | 680872 | 7.7% |
| s | 651984 | 7.4% |
| d | 635608 | 7.2% |
| 616840 | 7.0% | |
| S | 615920 | 7.0% |
| U | 612424 | 7.0% |
| Other values (50) | 417680 | 4.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 8786016 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| t | 1833040 | |
| e | 1269744 | |
| a | 751160 | |
| i | 700744 | 8.0% |
| n | 680872 | 7.7% |
| s | 651984 | 7.4% |
| d | 635608 | 7.2% |
| 616840 | 7.0% | |
| S | 615920 | 7.0% |
| U | 612424 | 7.0% |
| Other values (50) | 417680 | 4.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 8786016 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| t | 1833040 | |
| e | 1269744 | |
| a | 751160 | |
| i | 700744 | 8.0% |
| n | 680872 | 7.7% |
| s | 651984 | 7.4% |
| d | 635608 | 7.2% |
| 616840 | 7.0% | |
| S | 615920 | 7.0% |
| U | 612424 | 7.0% |
| Other values (50) | 417680 | 4.8% |
last_update
Date
| Distinct | 189 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 28.2 MiB |
| Minimum | 2020-08-04 00:00:00 |
|---|---|
| Maximum | 2021-11-01 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
Histogram with fixed size bins (bins=50)
confirmed
Real number (ℝ)
High correlation Zeros
| Distinct | 114376 |
|---|---|
| Distinct (%) | 15.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 50116.851 |
| Minimum | 0 |
|---|---|
| Maximum | 8032988 |
| Zeros | 9271 |
| Zeros (%) | 1.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.6 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 210 |
| Q1 | 1295 |
| median | 3685 |
| Q3 | 15071 |
| 95-th percentile | 157046.5 |
| Maximum | 8032988 |
| Range | 8032988 |
| Interquartile range (IQR) | 13776 |
Descriptive statistics
| Standard deviation | 283037.91 |
|---|---|
| Coefficient of variation (CV) | 5.6475597 |
| Kurtosis | 277.8474 |
| Mean | 50116.851 |
| Median Absolute Deviation (MAD) | 3016 |
| Skewness | 14.851303 |
| Sum | 3.7018712 × 1010 |
| Variance | 8.0110457 × 1010 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 9271 | 1.3% |
| 1 | 722 | 0.1% |
| 4 | 582 | 0.1% |
| 20 | 470 | 0.1% |
| 13 | 454 | 0.1% |
| 391 | 439 | 0.1% |
| 54 | 438 | 0.1% |
| 39 | 421 | 0.1% |
| 9 | 395 | 0.1% |
| 327 | 352 | < 0.1% |
| Other values (114366) | 725104 |
| Value | Count | Frequency (%) |
| 0 | 9271 | |
| 1 | 722 | 0.1% |
| 2 | 345 | < 0.1% |
| 3 | 294 | < 0.1% |
| 4 | 582 | 0.1% |
| 5 | 63 | < 0.1% |
| 6 | 50 | < 0.1% |
| 7 | 57 | < 0.1% |
| 8 | 285 | < 0.1% |
| 9 | 395 | 0.1% |
| Value | Count | Frequency (%) |
| 8032988 | 1 | |
| 8009040 | 1 | |
| 7985944 | 1 | |
| 7961535 | 1 | |
| 7936007 | 1 | |
| 7909111 | 1 | |
| 7879468 | 1 | |
| 7851805 | 1 | |
| 7827013 | 1 | |
| 7800796 | 1 |
deaths
Real number (ℝ)
High correlation Zeros
| Distinct | 20436 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1058.3031 |
| Minimum | 0 |
|---|---|
| Maximum | 152002 |
| Zeros | 39184 |
| Zeros (%) | 5.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.6 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 21 |
| median | 63 |
| Q3 | 227 |
| 95-th percentile | 3938 |
| Maximum | 152002 |
| Range | 152002 |
| Interquartile range (IQR) | 206 |
Descriptive statistics
| Standard deviation | 6188.2375 |
|---|---|
| Coefficient of variation (CV) | 5.8473208 |
| Kurtosis | 269.93072 |
| Mean | 1058.3031 |
| Median Absolute Deviation (MAD) | 53 |
| Skewness | 14.765748 |
| Sum | 7.8171344 × 108 |
| Variance | 38294283 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 39184 | 5.3% |
| 2 | 9048 | 1.2% |
| 3 | 8793 | 1.2% |
| 7 | 8773 | 1.2% |
| 1 | 8277 | 1.1% |
| 4 | 8020 | 1.1% |
| 11 | 7780 | 1.1% |
| 14 | 7713 | 1.0% |
| 6 | 7364 | 1.0% |
| 12 | 7280 | 1.0% |
| Other values (20426) | 626416 |
| Value | Count | Frequency (%) |
| 0 | 39184 | |
| 1 | 8277 | 1.1% |
| 2 | 9048 | 1.2% |
| 3 | 8793 | 1.2% |
| 4 | 8020 | 1.1% |
| 5 | 6780 | 0.9% |
| 6 | 7364 | 1.0% |
| 7 | 8773 | 1.2% |
| 8 | 6820 | 0.9% |
| 9 | 6494 | 0.9% |
| Value | Count | Frequency (%) |
| 152002 | 1 | |
| 151975 | 1 | |
| 151914 | 1 | |
| 151798 | 1 | |
| 151682 | 1 | |
| 151623 | 1 | |
| 151545 | 1 | |
| 151544 | 1 | |
| 151540 | 1 | |
| 151471 | 1 |
recovered
Real number (ℝ)
High correlation Skewed Zeros
| Distinct | 37057 |
|---|---|
| Distinct (%) | 5.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14847.761 |
| Minimum | 0 |
|---|---|
| Maximum | 6117560 |
| Zeros | 679640 |
| Zeros (%) | 92.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.6 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 16609.9 |
| Maximum | 6117560 |
| Range | 6117560 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 149775.07 |
|---|---|
| Coefficient of variation (CV) | 10.087384 |
| Kurtosis | 595.68976 |
| Mean | 14847.761 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 21.192308 |
| Sum | 1.0967269 × 1010 |
| Variance | 2.2432573 × 1010 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 679640 | |
| 1 | 241 | < 0.1% |
| 13 | 199 | < 0.1% |
| 4 | 196 | < 0.1% |
| 3 | 176 | < 0.1% |
| 7 | 103 | < 0.1% |
| 1063 | 102 | < 0.1% |
| 183 | 101 | < 0.1% |
| 163 | 101 | < 0.1% |
| 699 | 101 | < 0.1% |
| Other values (37047) | 57688 | 7.8% |
| Value | Count | Frequency (%) |
| 0 | 679640 | |
| 1 | 241 | < 0.1% |
| 2 | 17 | < 0.1% |
| 3 | 176 | < 0.1% |
| 4 | 196 | < 0.1% |
| 5 | 5 | < 0.1% |
| 6 | 5 | < 0.1% |
| 7 | 103 | < 0.1% |
| 8 | 97 | < 0.1% |
| 9 | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| 6117560 | 1 | |
| 6110124 | 1 | |
| 6103325 | 1 | |
| 6094896 | 1 | |
| 6090786 | 1 | |
| 6083319 | 1 | |
| 6075888 | 1 | |
| 6064856 | 1 | |
| 6058751 | 1 | |
| 6046106 | 1 |
active
Real number (ℝ)
High correlation Skewed Zeros
| Distinct | 25777 |
|---|---|
| Distinct (%) | 3.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4082.9128 |
| Minimum | 0 |
|---|---|
| Maximum | 5658278 |
| Zeros | 672394 |
| Zeros (%) | 91.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.6 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2037.65 |
| Maximum | 5658278 |
| Range | 5658278 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 81298.958 |
|---|---|
| Coefficient of variation (CV) | 19.912 |
| Kurtosis | 3241.7349 |
| Mean | 4082.9128 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 53.824113 |
| Sum | 3.0158354 × 109 |
| Variance | 6.6095206 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 672394 | |
| 1 | 608 | 0.1% |
| 2 | 464 | 0.1% |
| 9 | 275 | < 0.1% |
| 3 | 259 | < 0.1% |
| 4 | 249 | < 0.1% |
| 6 | 234 | < 0.1% |
| 10 | 220 | < 0.1% |
| 8 | 191 | < 0.1% |
| 7 | 184 | < 0.1% |
| Other values (25767) | 63570 | 8.6% |
| Value | Count | Frequency (%) |
| 0 | 672394 | |
| 1 | 608 | 0.1% |
| 2 | 464 | 0.1% |
| 3 | 259 | < 0.1% |
| 4 | 249 | < 0.1% |
| 5 | 154 | < 0.1% |
| 6 | 234 | < 0.1% |
| 7 | 184 | < 0.1% |
| 8 | 191 | < 0.1% |
| 9 | 275 | < 0.1% |
| Value | Count | Frequency (%) |
| 5658278 | 1 | |
| 5631368 | 1 | |
| 5610046 | 1 | |
| 5610023 | 1 | |
| 5590572 | 1 | |
| 5567509 | 1 | |
| 5543804 | 1 | |
| 5519190 | 1 | |
| 5492699 | 1 | |
| 5466318 | 1 |
combined_key
Text
| Distinct | 4016 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 48.9 MiB |
Length
| Max length | 60 |
|---|---|
| Median length | 45 |
| Mean length | 20.425959 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Afghanistan |
|---|---|
| 2nd row | Albania |
| 3rd row | Algeria |
| 4th row | Andorra |
| 5th row | Angola |
| Value | Count | Frequency (%) |
| us | 603040 | |
| texas | 47288 | 2.1% |
| virginia | 35144 | 1.6% |
| georgia | 29808 | 1.3% |
| north | 29440 | 1.3% |
| carolina | 27416 | 1.2% |
| new | 26680 | 1.2% |
| dakota | 22632 | 1.0% |
| kentucky | 22264 | 1.0% |
| south | 21896 | 1.0% |
| Other values (2758) | 1396612 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1523572 | 10.1% | |
| a | 1382010 | 9.2% |
| , | 1308358 | 8.7% |
| n | 927248 | 6.1% |
| i | 926558 | 6.1% |
| o | 836030 | 5.5% |
| e | 834650 | 5.5% |
| s | 707664 | 4.7% |
| S | 702058 | 4.7% |
| r | 647384 | 4.3% |
| Other values (52) | 5292062 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 15087594 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1523572 | 10.1% | |
| a | 1382010 | 9.2% |
| , | 1308358 | 8.7% |
| n | 927248 | 6.1% |
| i | 926558 | 6.1% |
| o | 836030 | 5.5% |
| e | 834650 | 5.5% |
| s | 707664 | 4.7% |
| S | 702058 | 4.7% |
| r | 647384 | 4.3% |
| Other values (52) | 5292062 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 15087594 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1523572 | 10.1% | |
| a | 1382010 | 9.2% |
| , | 1308358 | 8.7% |
| n | 927248 | 6.1% |
| i | 926558 | 6.1% |
| o | 836030 | 5.5% |
| e | 834650 | 5.5% |
| s | 707664 | 4.7% |
| S | 702058 | 4.7% |
| r | 647384 | 4.3% |
| Other values (52) | 5292062 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 15087594 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1523572 | 10.1% | |
| a | 1382010 | 9.2% |
| , | 1308358 | 8.7% |
| n | 927248 | 6.1% |
| i | 926558 | 6.1% |
| o | 836030 | 5.5% |
| e | 834650 | 5.5% |
| s | 707664 | 4.7% |
| S | 702058 | 4.7% |
| r | 647384 | 4.3% |
| Other values (52) | 5292062 |
incident_rate
Real number (ℝ)
Missing
| Distinct | 438786 |
|---|---|
| Distinct (%) | 60.8% |
| Missing | 16606 |
| Missing (%) | 2.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10143.356 |
| Minimum | 0 |
|---|---|
| Maximum | 54240.396 |
| Zeros | 2539 |
| Zeros (%) | 0.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.6 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1009.6587 |
| Q1 | 7534.2466 |
| median | 10490.361 |
| Q3 | 13043.302 |
| 95-th percentile | 17323.779 |
| Maximum | 54240.396 |
| Range | 54240.396 |
| Interquartile range (IQR) | 5509.0552 |
Descriptive statistics
| Standard deviation | 4665.947 |
|---|---|
| Coefficient of variation (CV) | 0.4600003 |
| Kurtosis | 1.1857012 |
| Mean | 10143.356 |
| Median Absolute Deviation (MAD) | 2725.5892 |
| Skewness | -0.014007373 |
| Sum | 7.3239294 × 109 |
| Variance | 21771062 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 2539 | 0.3% |
| 1.529597716 | 184 | < 0.1% |
| 3.063453308 | 184 | < 0.1% |
| 0.02741152929 | 184 | < 0.1% |
| 70.65889419 | 184 | < 0.1% |
| 0.8786188112 | 184 | < 0.1% |
| 3337.453646 | 184 | < 0.1% |
| 6.847790732 | 184 | < 0.1% |
| 2.073530214 | 182 | < 0.1% |
| 1.366680333 | 179 | < 0.1% |
| Other values (438776) | 717854 | |
| (Missing) | 16606 | 2.2% |
| Value | Count | Frequency (%) |
| 0 | 2539 | |
| 0.02741152929 | 184 | < 0.1% |
| 0.3038509564 | 173 | < 0.1% |
| 0.3207315651 | 7 | < 0.1% |
| 0.3713733911 | 3 | < 0.1% |
| 0.3812028313 | 171 | < 0.1% |
| 0.3837960479 | 2 | < 0.1% |
| 0.3863892644 | 3 | < 0.1% |
| 0.3882539998 | 1 | < 0.1% |
| 0.3967621306 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 54240.39608 | 3 | |
| 54222.05923 | 1 | < 0.1% |
| 54194.55396 | 1 | < 0.1% |
| 54148.71184 | 1 | < 0.1% |
| 54038.69075 | 1 | < 0.1% |
| 53662.78537 | 3 | |
| 53635.2801 | 1 | < 0.1% |
| 53158.52205 | 1 | < 0.1% |
| 52855.96406 | 1 | < 0.1% |
| 52846.79564 | 1 | < 0.1% |
case_fatality_ratio
Real number (ℝ)
High correlation Missing Skewed Zeros
| Distinct | 304288 |
|---|---|
| Distinct (%) | 41.6% |
| Missing | 7981 |
| Missing (%) | 1.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.7689583 |
| Minimum | 0 |
|---|---|
| Maximum | 4965.3061 |
| Zeros | 32803 |
| Zeros (%) | 4.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.6 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.15943031 |
| Q1 | 1.168485 |
| median | 1.7021277 |
| Q3 | 2.3841664 |
| 95-th percentile | 3.9056143 |
| Maximum | 4965.3061 |
| Range | 4965.3061 |
| Interquartile range (IQR) | 1.2156815 |
Descriptive statistics
| Standard deviation | 50.067837 |
|---|---|
| Coefficient of variation (CV) | 18.081831 |
| Kurtosis | 5908.6344 |
| Mean | 2.7689583 |
| Median Absolute Deviation (MAD) | 0.59101655 |
| Skewness | 73.884029 |
| Sum | 2023186.4 |
| Variance | 2506.7883 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 32803 | 4.4% |
| 1.886792453 | 794 | 0.1% |
| 1.960784314 | 530 | 0.1% |
| 1.818181818 | 370 | 0.1% |
| 1.923076923 | 357 | < 0.1% |
| 1.785714286 | 350 | < 0.1% |
| 3.703703704 | 350 | < 0.1% |
| 1.538461538 | 344 | < 0.1% |
| 3.157894737 | 337 | < 0.1% |
| 2.5 | 332 | < 0.1% |
| Other values (304278) | 694100 | |
| (Missing) | 7981 | 1.1% |
| Value | Count | Frequency (%) |
| 0 | 32803 | |
| 0.007060650992 | 1 | < 0.1% |
| 0.007310475912 | 1 | < 0.1% |
| 0.01025763767 | 3 | < 0.1% |
| 0.01028295258 | 1 | < 0.1% |
| 0.01030980978 | 1 | < 0.1% |
| 0.01033805438 | 1 | < 0.1% |
| 0.01040149782 | 1 | < 0.1% |
| 0.01044222837 | 3 | < 0.1% |
| 0.01046098054 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 4965.306122 | 3 | < 0.1% |
| 4866 | 3 | < 0.1% |
| 4770.588235 | 8 | |
| 4768.627451 | 3 | < 0.1% |
| 4678.846154 | 2 | < 0.1% |
| 4590.566038 | 4 | |
| 4588.679245 | 1 | < 0.1% |
| 4505.555556 | 5 | |
| 4503.703704 | 1 | < 0.1% |
| 4423.636364 | 1 | < 0.1% |
source_file
Text
| Distinct | 184 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 44.4 MiB |
Length
| Max length | 14 |
|---|---|
| Median length | 14 |
| Mean length | 14 |
| Min length | 14 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 05-01-2021.csv |
|---|---|
| 2nd row | 05-01-2021.csv |
| 3rd row | 05-01-2021.csv |
| 4th row | 05-01-2021.csv |
| 5th row | 05-01-2021.csv |
| Value | Count | Frequency (%) |
| 10-23-2021.csv | 4016 | 0.5% |
| 10-22-2021.csv | 4016 | 0.5% |
| 10-18-2021.csv | 4016 | 0.5% |
| 10-19-2021.csv | 4016 | 0.5% |
| 10-20-2021.csv | 4016 | 0.5% |
| 10-21-2021.csv | 4016 | 0.5% |
| 10-31-2021.csv | 4016 | 0.5% |
| 10-30-2021.csv | 4016 | 0.5% |
| 10-08-2021.csv | 4016 | 0.5% |
| 10-09-2021.csv | 4016 | 0.5% |
| Other values (174) | 698488 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 1790424 | |
| 0 | 1766325 | |
| - | 1477296 | |
| 1 | 1192319 | |
| . | 738648 | |
| c | 738648 | |
| s | 738648 | |
| v | 738648 | |
| 8 | 196694 | 1.9% |
| 7 | 196694 | 1.9% |
| Other values (5) | 766728 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 10341072 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 2 | 1790424 | |
| 0 | 1766325 | |
| - | 1477296 | |
| 1 | 1192319 | |
| . | 738648 | |
| c | 738648 | |
| s | 738648 | |
| v | 738648 | |
| 8 | 196694 | 1.9% |
| 7 | 196694 | 1.9% |
| Other values (5) | 766728 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 10341072 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 2 | 1790424 | |
| 0 | 1766325 | |
| - | 1477296 | |
| 1 | 1192319 | |
| . | 738648 | |
| c | 738648 | |
| s | 738648 | |
| v | 738648 | |
| 8 | 196694 | 1.9% |
| 7 | 196694 | 1.9% |
| Other values (5) | 766728 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 10341072 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 2 | 1790424 | |
| 0 | 1766325 | |
| - | 1477296 | |
| 1 | 1192319 | |
| . | 738648 | |
| c | 738648 | |
| s | 738648 | |
| v | 738648 | |
| 8 | 196694 | 1.9% |
| 7 | 196694 | 1.9% |
| Other values (5) | 766728 |
active_cases
Real number (ℝ)
High correlation Zeros
| Distinct | 96560 |
|---|---|
| Distinct (%) | 13.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 34210.787 |
| Minimum | -2270427 |
|---|---|
| Maximum | 7962377 |
| Zeros | 10549 |
| Zeros (%) | 1.4% |
| Negative | 2422 |
| Negative (%) | 0.3% |
| Memory size | 5.6 MiB |
Quantile statistics
| Minimum | -2270427 |
|---|---|
| 5-th percentile | 116 |
| Q1 | 1114 |
| median | 3112 |
| Q3 | 10777 |
| 95-th percentile | 101915.2 |
| Maximum | 7962377 |
| Range | 10232804 |
| Interquartile range (IQR) | 9663 |
Descriptive statistics
| Standard deviation | 233812.88 |
|---|---|
| Coefficient of variation (CV) | 6.8344783 |
| Kurtosis | 440.49832 |
| Mean | 34210.787 |
| Median Absolute Deviation (MAD) | 2543 |
| Skewness | 18.534385 |
| Sum | 2.5269729 × 1010 |
| Variance | 5.4668464 × 1010 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 10549 | 1.4% |
| 1 | 1052 | 0.1% |
| 2 | 734 | 0.1% |
| 3 | 540 | 0.1% |
| 21 | 517 | 0.1% |
| 9 | 491 | 0.1% |
| 39 | 488 | 0.1% |
| 4 | 461 | 0.1% |
| 54 | 457 | 0.1% |
| 100 | 420 | 0.1% |
| Other values (96550) | 722939 |
| Value | Count | Frequency (%) |
| -2270427 | 1 | |
| -2257443 | 1 | |
| -2241868 | 1 | |
| -2226594 | 1 | |
| -2215884 | 1 | |
| -2204109 | 1 | |
| -2192477 | 1 | |
| -2181291 | 1 | |
| -2171095 | 1 | |
| -2160130 | 1 |
| Value | Count | Frequency (%) |
| 7962377 | 1 | |
| 7938630 | 1 | |
| 7915737 | 1 | |
| 7891537 | 1 | |
| 7866238 | 1 | |
| 7839552 | 1 | |
| 7810124 | 1 | |
| 7782693 | 1 | |
| 7758096 | 1 | |
| 7732096 | 1 |
tasa_letalidad
Real number (ℝ)
High correlation Missing Skewed Zeros
| Distinct | 308992 |
|---|---|
| Distinct (%) | 42.4% |
| Missing | 9271 |
| Missing (%) | 1.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.7409664 |
| Minimum | 0 |
|---|---|
| Maximum | 4975.5102 |
| Zeros | 31325 |
| Zeros (%) | 4.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.6 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.20491803 |
| Q1 | 1.1710194 |
| median | 1.7022942 |
| Q3 | 2.372394 |
| 95-th percentile | 3.9136808 |
| Maximum | 4975.5102 |
| Range | 4975.5102 |
| Interquartile range (IQR) | 1.2013746 |
Descriptive statistics
| Standard deviation | 47.508877 |
|---|---|
| Coefficient of variation (CV) | 17.332893 |
| Kurtosis | 5727.8489 |
| Mean | 2.7409664 |
| Median Absolute Deviation (MAD) | 0.58448459 |
| Skewness | 72.555853 |
| Sum | 1999197.9 |
| Variance | 2257.0934 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 31325 | 4.2% |
| 1.886792453 | 777 | 0.1% |
| 1.960784314 | 527 | 0.1% |
| 2.325581395 | 374 | 0.1% |
| 1.818181818 | 357 | < 0.1% |
| 1.785714286 | 333 | < 0.1% |
| 3.225806452 | 331 | < 0.1% |
| 1.538461538 | 330 | < 0.1% |
| 2.5 | 325 | < 0.1% |
| 1.351351351 | 315 | < 0.1% |
| Other values (308982) | 694383 | |
| (Missing) | 9271 | 1.3% |
| Value | Count | Frequency (%) |
| 0 | 31325 | |
| 0.006838425111 | 3 | < 0.1% |
| 0.006855301719 | 1 | < 0.1% |
| 0.006873206523 | 1 | < 0.1% |
| 0.006892036252 | 1 | < 0.1% |
| 0.006934331877 | 1 | < 0.1% |
| 0.006961485581 | 3 | < 0.1% |
| 0.006973987028 | 1 | < 0.1% |
| 0.006986777524 | 1 | < 0.1% |
| 0.007000717574 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 4975.510204 | 1 | < 0.1% |
| 4852.941176 | 3 | |
| 4819.607843 | 1 | < 0.1% |
| 4726.923077 | 1 | < 0.1% |
| 4639.622642 | 2 | |
| 4637.735849 | 1 | < 0.1% |
| 4615.09434 | 1 | < 0.1% |
| 4561.111111 | 1 | < 0.1% |
| 4529.62963 | 1 | < 0.1% |
| 4505.555556 | 2 |
daily_new
Real number (ℝ)
Zeros
| Distinct | 145686 |
|---|---|
| Distinct (%) | 19.7% |
| Missing | 201 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 60.355744 |
| Minimum | -7700684 |
|---|---|
| Maximum | 7700753 |
| Zeros | 8460 |
| Zeros (%) | 1.1% |
| Negative | 353588 |
| Negative (%) | 47.9% |
| Memory size | 5.6 MiB |
Quantile statistics
| Minimum | -7700684 |
|---|---|
| 5-th percentile | -64886 |
| Q1 | -3840 |
| median | 26 |
| Q3 | 3800 |
| 95-th percentile | 61573.9 |
| Maximum | 7700753 |
| Range | 15401437 |
| Interquartile range (IQR) | 7640 |
Descriptive statistics
| Standard deviation | 281990.82 |
|---|---|
| Coefficient of variation (CV) | 4672.1455 |
| Kurtosis | 311.63732 |
| Mean | 60.355744 |
| Median Absolute Deviation (MAD) | 3818 |
| Skewness | -1.2234156 |
| Sum | 44569518 |
| Variance | 7.9518822 × 1010 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 8460 | 1.1% |
| 1 | 654 | 0.1% |
| 2 | 460 | 0.1% |
| 13 | 409 | 0.1% |
| 3 | 403 | 0.1% |
| 14 | 390 | 0.1% |
| 4 | 370 | 0.1% |
| 6 | 358 | < 0.1% |
| 5 | 350 | < 0.1% |
| 49 | 331 | < 0.1% |
| Other values (145676) | 726262 |
| Value | Count | Frequency (%) |
| -7700684 | 1 | |
| -7669545 | 1 | |
| -7633881 | 1 | |
| -7597404 | 1 | |
| -7564331 | 1 | |
| -7526829 | 1 | |
| -7494924 | 1 | |
| -7462075 | 1 | |
| -7430074 | 1 | |
| -7388815 | 1 |
| Value | Count | Frequency (%) |
| 7700753 | 1 | |
| 7669614 | 1 | |
| 7633950 | 1 | |
| 7597473 | 1 | |
| 7564400 | 1 | |
| 7526898 | 1 | |
| 7494992 | 1 | |
| 7462144 | 1 | |
| 7430143 | 1 | |
| 7388884 | 1 |
Interactions
Correlations
| active | active_cases | case_fatality_ratio | confirmed | daily_new | deaths | incident_rate | recovered | tasa_letalidad | |
|---|---|---|---|---|---|---|---|---|---|
| active | 1.000 | 0.004 | 0.031 | 0.317 | 0.028 | 0.289 | -0.358 | 0.871 | 0.032 |
| active_cases | 0.004 | 1.000 | -0.009 | 0.906 | 0.451 | 0.831 | 0.098 | -0.101 | -0.015 |
| case_fatality_ratio | 0.031 | -0.009 | 1.000 | 0.012 | -0.080 | 0.292 | 0.061 | -0.002 | 0.996 |
| confirmed | 0.317 | 0.906 | 0.012 | 1.000 | 0.446 | 0.925 | -0.036 | 0.251 | 0.007 |
| daily_new | 0.028 | 0.451 | -0.080 | 0.446 | 1.000 | 0.404 | 0.071 | 0.016 | -0.081 |
| deaths | 0.289 | 0.831 | 0.292 | 0.925 | 0.404 | 1.000 | -0.008 | 0.233 | 0.291 |
| incident_rate | -0.358 | 0.098 | 0.061 | -0.036 | 0.071 | -0.008 | 1.000 | -0.354 | 0.053 |
| recovered | 0.871 | -0.101 | -0.002 | 0.251 | 0.016 | 0.233 | -0.354 | 1.000 | -0.002 |
| tasa_letalidad | 0.032 | -0.015 | 0.996 | 0.007 | -0.081 | 0.291 | 0.053 | -0.002 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
Sample
| province_state | country_region | last_update | confirmed | deaths | recovered | active | combined_key | incident_rate | case_fatality_ratio | source_file | active_cases | tasa_letalidad | daily_new | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | NaN | Afghanistan | 2021-05-02 | 59939 | 2631 | 53272.0 | 4036.0 | Afghanistan | 153.972655 | 4.389463 | 05-01-2021.csv | 4036.0 | 4.389463 | NaN |
| 1 | NaN | Albania | 2021-05-02 | 131185 | 2396 | 110172.0 | 18617.0 | Albania | 4558.516923 | 1.826428 | 05-01-2021.csv | 18617.0 | 1.826428 | NaN |
| 2 | NaN | Algeria | 2021-05-02 | 122311 | 3261 | 85249.0 | 33801.0 | Algeria | 278.923810 | 2.666154 | 05-01-2021.csv | 33801.0 | 2.666154 | NaN |
| 3 | NaN | Andorra | 2021-05-02 | 13232 | 125 | 12684.0 | 423.0 | Andorra | 17125.477254 | 0.944680 | 05-01-2021.csv | 423.0 | 0.944680 | NaN |
| 4 | NaN | Angola | 2021-05-02 | 26815 | 600 | 23913.0 | 2302.0 | Angola | 81.588211 | 2.237554 | 05-01-2021.csv | 2302.0 | 2.237554 | NaN |
| 5 | NaN | Antigua and Barbuda | 2021-05-02 | 1232 | 32 | 1014.0 | 186.0 | Antigua and Barbuda | 1258.067151 | 2.597403 | 05-01-2021.csv | 186.0 | 2.597403 | NaN |
| 6 | NaN | Argentina | 2021-05-02 | 2993865 | 64096 | 2655359.0 | 274410.0 | Argentina | 6624.214028 | 2.140911 | 05-01-2021.csv | 274410.0 | 2.140911 | NaN |
| 7 | NaN | Armenia | 2021-05-02 | 216596 | 4128 | 199115.0 | 13353.0 | Armenia | 7309.446368 | 1.905852 | 05-01-2021.csv | 13353.0 | 1.905852 | NaN |
| 8 | Australian Capital Territory | Australia | 2021-05-02 | 124 | 3 | 120.0 | 1.0 | Australian Capital Territory, Australia | 28.965195 | 2.419355 | 05-01-2021.csv | 1.0 | 2.419355 | NaN |
| 9 | New South Wales | Australia | 2021-05-02 | 5484 | 54 | 0.0 | 5430.0 | New South Wales, Australia | 67.553585 | 0.984683 | 05-01-2021.csv | 5430.0 | 0.984683 | 5360.0 |
| province_state | country_region | last_update | confirmed | deaths | recovered | active | combined_key | incident_rate | case_fatality_ratio | source_file | active_cases | tasa_letalidad | daily_new | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 738638 | NaN | Winter Olympics 2022 | 2021-11-01 | 0 | 0 | 0.0 | 0.0 | Winter Olympics 2022 | 0.0 | 0.0 | 10-31-2021.csv | 0.0 | NaN | 0.0 |
| 738639 | NaN | Antarctica | 2021-11-01 | 0 | 0 | 0.0 | 0.0 | Antarctica | 0.0 | 0.0 | 10-31-2021.csv | 0.0 | NaN | 0.0 |
| 738640 | Jersey | United Kingdom | 2021-11-01 | 11027 | 80 | 0.0 | 0.0 | Jersey, United Kingdom | 0.0 | 0.0 | 10-31-2021.csv | 10947.0 | 0.725492 | -426945.0 |
| 738641 | Guernsey | United Kingdom | 2021-11-01 | 2134 | 23 | 0.0 | 0.0 | Guernsey, United Kingdom | 0.0 | 0.0 | 10-31-2021.csv | 2111.0 | 1.077788 | -8893.0 |
| 738642 | NaN | Korea, North | 2021-11-01 | 0 | 0 | 0.0 | 0.0 | Korea, North | 0.0 | 0.0 | 10-31-2021.csv | 0.0 | NaN | 0.0 |
| 738643 | Unknown | Ukraine | 2021-11-01 | 0 | 0 | 0.0 | 0.0 | Unknown, Ukraine | 0.0 | 0.0 | 10-31-2021.csv | 0.0 | NaN | -116394.0 |
| 738644 | NaN | Nauru | 2021-11-01 | 0 | 0 | 0.0 | 0.0 | Nauru | 0.0 | 0.0 | 10-31-2021.csv | 0.0 | NaN | 0.0 |
| 738645 | Niue | New Zealand | 2021-11-01 | 0 | 0 | 0.0 | 0.0 | Niue, New Zealand | 0.0 | 0.0 | 10-31-2021.csv | 0.0 | NaN | -6594.0 |
| 738646 | NaN | Tuvalu | 2021-11-01 | 0 | 0 | 0.0 | 0.0 | Tuvalu | 0.0 | 0.0 | 10-31-2021.csv | 0.0 | NaN | 0.0 |
| 738647 | Pitcairn Islands | United Kingdom | 2021-11-01 | 0 | 0 | 0.0 | 0.0 | Pitcairn Islands, United Kingdom | 0.0 | 0.0 | 10-31-2021.csv | 0.0 | NaN | -2134.0 |